{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Prepare Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prepare train data...\n",
      "prepare test data...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['.\\\\data\\\\Simulated_dataset.pkl']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_number = 5000\n",
    "anomaly_ratio = 0.2\n",
    "test_size     = 0.5\n",
    "\n",
    "signal_length = 1024\n",
    "Fs            = 20480\n",
    "rotate_fre    = 60\n",
    "sigma         = 1\n",
    "coeff_type    = [1,1]\n",
    "from tools.SimulateDataset import data_prepare\n",
    "data_dict = data_prepare(sample_number, anomaly_ratio, test_size, signal_length, rotate_fre, Fs, sigma, coeff_type)\n",
    "import joblib\n",
    "import os\n",
    "main_path = r'.\\data'\n",
    "if  not os.path.exists(main_path):#如果路径不存在\n",
    "    os.makedirs(main_path)\n",
    "joblib.dump(data_dict,r'.\\data\\Simulated_dataset.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import joblib\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "os.environ['KMP_DUPLICATE_LIB_OK']='True'\n",
    "data_dict = joblib.load(r'.\\data\\Simulated_dataset.pkl')\n",
    "\n",
    "ground_truth      = data_dict['test_gth_1d'][1000,0]\n",
    "normal_sample   = data_dict['test_1d'][1000,0]\n",
    "anomaly_sample = data_dict['test_1d'][-1,0]\n",
    "\n",
    "x = np.arange(0, 1024/20480, 1/20480)\n",
    "y_list, title_list, mark_list = [ground_truth, normal_sample, anomaly_sample], ['Harmonic', 'Normal', 'Anomaly'], ['(a)', '(b)', '(c)']\n",
    "\n",
    "figure = plt.figure(1,figsize=(6,6), dpi=100)\n",
    "plt.subplots_adjust(hspace=1, wspace=0.2)\n",
    "for i in range(3):\n",
    "    plt.subplot(3,1,i+1)\n",
    "    color = 'limegreen' if i == 0 else 'royalblue' if i==1 else 'orangered'\n",
    "    plt.plot(x, y_list[i], color=color)\n",
    "    plt.xlabel('Time (s)')\n",
    "    plt.ylabel('Amplitude')\n",
    "    plt.title(title_list[i])\n",
    "plt.show()\n",
    "figure.savefig(r'.\\figure\\normal_and_abnormal_samples.pdf',bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "import numpy as np\n",
    "from tools.classify_result import classify_result\n",
    "from model.AAU_Net import UnrolledAutoEncoder, Discriminator, parse_args\n",
    "\n",
    "\n",
    "discrimimator_path = r'C:\\Users\\cyfbxl\\result\\AAU_Net\\model\\model_epo_014_GLoss_0.8002_DLoss_-0.9087_Discrim.pth'\n",
    "generator_path     = r'C:\\Users\\cyfbxl\\result\\AAU_Net\\model\\model_epo_014_GLoss_0.8002_DLoss_-0.9087_Generator.pth'\n",
    "\n",
    "opt = parse_args()\n",
    "opt.use_cuda = False\n",
    "opt.Tensor = torch.FloatTensor\n",
    "generator = UnrolledAutoEncoder(opt)\n",
    "discriminator = Discriminator(opt)\n",
    "generator.load_state_dict(torch.load(generator_path,map_location='cpu'))\n",
    "discriminator.load_state_dict(torch.load(discrimimator_path,map_location='cpu'))\n",
    "\n",
    "data_path = r'.\\data\\Simulated_dataset.pkl'\n",
    "data_dict = joblib.load(data_path)\n",
    "input_x = torch.Tensor(data_dict['test_1d'])\n",
    "input_y = data_dict['test_label']\n",
    "\n",
    "x_hat, x_z = generator(input_x, test=True)\n",
    "score = discriminator(x_z)\n",
    "result = score.cpu().detach().numpy()\n",
    "RI, TP, TN, FP, FN = classify_result(result, input_y, thres=0.5, print_result=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Anomaly score distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "import pandas as pd\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import seaborn as sns\n",
    "\n",
    "figure = plt.figure(1,figsize=(8,3), dpi=100)\n",
    "sns.distplot(pd.concat([TN, FP]).values[:,0],label='Normal Samples',color='g')\n",
    "sns.distplot(pd.concat([TP, FN]).values[:,0],label='Abnormal Samples',color='r')\n",
    "plt.xlabel('Anomaly Score', fontsize=14)\n",
    "plt.ylabel('Density', fontsize=14)\n",
    "plt.ylim([0, 60])\n",
    "plt.xlim([-0.05,1.05])\n",
    "plt.yticks(fontproperties = 'Times New Roman', fontsize = 14)\n",
    "plt.xticks(fontproperties = 'Times New Roman', fontsize = 14)\n",
    "plt.legend(fontsize=12, ncol=2,loc='upper center', frameon=False)\n",
    "plt.show()\n",
    "figure.savefig(r'.\\figure\\anomaly_score_distribution.pdf',bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reconstruct overall feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_samaple = 0\n",
    "\n",
    "color_list = ['g','r','b']\n",
    "title_list = ['Ground-truth Feature', 'Input Sample', 'Decoded Feature']\n",
    "simulated_signal = [data_dict['test_gth_1d'], data_dict['test_1d'], x_hat.cpu().detach().numpy()]\n",
    "\n",
    "figure = plt.figure(2,figsize=(6,7), dpi=100)\n",
    "plt.subplots_adjust(hspace=1.2, wspace=0.3)\n",
    "for i, signal in enumerate(simulated_signal):\n",
    "    plt.subplot(3,1,i+1)\n",
    "    plt.plot(x, signal[selected_samaple].flatten(), color=color_list[i])\n",
    "    plt.xlabel('Time (s)', fontsize=14)\n",
    "    plt.ylabel('Amp.', fontsize=14)\n",
    "    plt.yticks(fontproperties = 'Times New Roman', fontsize = 12)\n",
    "    plt.xticks(fontproperties = 'Times New Roman', fontsize = 12)\n",
    "    plt.xlim([0, 0.05])\n",
    "    plt.title(title_list[i], fontsize=14)\n",
    "plt.show()\n",
    "figure.savefig(r'.\\figure\\reconstruct_overall_feature.pdf',bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize atom feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tools.CalConvDict import GenConvDict\n",
    "\n",
    "ParaDict = torch.load(generator_path, map_location='cpu')\n",
    "MatrixName = ['W1','W2','W3','W4']\n",
    "Dict = GenConvDict(opt, ParaDict, MatrixName)\n",
    "ConvMatrix, SigLengthList = Dict.GenConvMatrix()\n",
    "KernelLength, StrideLength = Dict.CalKernelLen()\n",
    "D1, D2, D3, D4 = ConvMatrix['W1'], ConvMatrix['W2'], ConvMatrix['W3'], ConvMatrix['W4']\n",
    "D12 = D1.dot(D2)\n",
    "D123 = D12.dot(D3)\n",
    "D1234 = D123.dot(D4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize D1\n",
    "import matplotlib.pyplot as plt\n",
    "plt.subplots(figsize=(10, 2), dpi=100)\n",
    "cols_skip = D1.shape[1]//opt.CL[0]\n",
    "cols_loca = cols_skip//2\n",
    "for i in range(16):\n",
    "    ax = plt.subplot(2,8,i+1)\n",
    "    ax.plot(D1[512-11:512+14,i*cols_skip+cols_loca],'royalblue',linewidth=1.5)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize D12\n",
    "import matplotlib.pyplot as plt\n",
    "fig = plt.subplots(figsize=(10, 2), dpi=100)\n",
    "cols_skip = D12.shape[1]//opt.CL[1]\n",
    "cols_loca = cols_skip//2\n",
    "for i in range(16):\n",
    "    ax = plt.subplot(2,8,i+1)\n",
    "    plt.plot(D12[512-18:512+35,i*cols_skip+cols_loca], 'royalblue',linewidth=1.5)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 32 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize D123\n",
    "import matplotlib.pyplot as plt\n",
    "plt.subplots(figsize=(10, 4), dpi=100)\n",
    "cols_skip = D123.shape[1]//opt.CL[2]\n",
    "cols_loca = cols_skip//2\n",
    "for i in range(32):\n",
    "    ax = plt.subplot(4,8,i+1)\n",
    "    plt.plot(D123[512-42:512+75,i*cols_skip+cols_loca], 'royalblue',linewidth=1.5)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x400 with 64 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize D1234\n",
    "import matplotlib.pyplot as plt\n",
    "plt.subplots(figsize=(20, 4), dpi=100)\n",
    "cols_skip = D1234.shape[1]//opt.CL[3]\n",
    "cols_loca = cols_skip//2\n",
    "for i in range(64):\n",
    "    ax = plt.subplot(4,16,i+1)\n",
    "    plt.plot(D1234[512-90:512+150,i*cols_skip+cols_loca], 'royalblue',linewidth=1.5)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
